{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-11-17T02:54:54.281100Z",
     "start_time": "2025-11-17T02:54:54.277426Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n"
   ],
   "outputs": [],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T02:54:54.329814Z",
     "start_time": "2025-11-17T02:54:54.281100Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "be87a6fbfa370d28",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T02:54:54.374291Z",
     "start_time": "2025-11-17T02:54:54.329814Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3)\n",
    "plt.show()\n"
   ],
   "id": "e47496c0b3ef7747",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T02:54:54.454617Z",
     "start_time": "2025-11-17T02:54:54.374291Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "1e47563262691bf0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T02:54:54.520992Z",
     "start_time": "2025-11-17T02:54:54.454617Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('t1.png')\n",
    "plt.savefig('t1.svg')"
   ],
   "id": "48b6351bfe446dba",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T02:54:54.587877Z",
     "start_time": "2025-11-17T02:54:54.521505Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "x_ticks_label = [f'{i}:00'for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation=45)\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "56ddbd77f161ccb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T02:56:13.011315Z",
     "start_time": "2025-11-17T02:56:12.934692Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18)\n",
    "plt.xlabel('时间',rotation=45,fontproperties=my_font)\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "989c989673d34902",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T04:19:12.004801Z",
     "start_time": "2025-11-17T04:19:11.886130Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range( 11, 31 ) # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置 x 轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "plt.legend( prop=my_font, loc='upper right' )\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "9a7f44143d8c71c5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T04:15:23.829524Z",
     "start_time": "2025-11-17T04:15:23.708774Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80) #作图 1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x, -x) #作图 3\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "a2e8d98049a8ede6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T04:18:43.046872Z",
     "start_time": "2025-11-17T04:18:42.913122Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建 figure 对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x)\n",
    "plt.show()"
   ],
   "id": "f9689c88da09f66e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T04:21:49.116720Z",
     "start_time": "2025-11-17T04:21:49.049872Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,15, 15, 15, 19, 21, 22, 22, 22,23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter( x, y, label='3 月份' )\n",
    "# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 )\n",
    "_xticks_labels = ['3 月{}日'.format( i ) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "3fdcfc8f8f401693",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 29
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T04:32:01.687199Z",
     "start_time": "2025-11-17T04:32:01.584568Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "35bce367304675e5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T04:38:41.507808Z",
     "start_time": "2025-11-17T04:38:41.385871Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,\n",
    "107, 114,\n",
    "119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,\n",
    "99,\n",
    "136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,\n",
    "95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    "117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,\n",
    "116,\n",
    "108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,\n",
    "125,\n",
    "138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,\n",
    "102,123,\n",
    "107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,\n",
    "109,\n",
    "106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,\n",
    "144, 83, 123,\n",
    "111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,\n",
    "110, 111, 109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,\n",
    "105, 98,\n",
    "117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,\n",
    "100, 111,\n",
    "101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,\n",
    "101,131, 116,\n",
    "111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "9631239b496af6e6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-17T04:40:55.713675Z",
     "start_time": "2025-11-17T04:40:55.676915Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0]\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,\n",
    "startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "60e1653a3020c0c9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 35
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
